Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 383.8 KiB |
| Average record size in memory | 393.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Categorical | 2 |
| Numeric | 6 |
Timestamp has unique values | Unique |
Source IP has unique values | Unique |
Destination IP has unique values | Unique |
Reproduction
| Analysis started | 2024-02-27 01:27:43.239281 |
|---|---|
| Analysis finished | 2024-02-27 01:27:48.073053 |
| Duration | 4.83 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
Timestamp
Date
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2024-01-12 00:00:00 |
|---|---|
| Maximum | 2024-02-22 15:00:00 |
Histogram with fixed size bins (bins=50)
Source IP
Text
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.7 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.194 |
| Min length | 10 |
Characters and Unicode
| Total characters | 13194 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 3.74.124.55 |
|---|---|
| 2nd row | 113.188.61.223 |
| 3rd row | 175.61.133.26 |
| 4th row | 216.23.15.20 |
| 5th row | 169.243.204.167 |
| Value | Count | Frequency (%) |
| 3.74.124.55 | 1 | 0.1% |
| 73.207.34.112 | 1 | 0.1% |
| 82.160.225.3 | 1 | 0.1% |
| 81.80.201.92 | 1 | 0.1% |
| 175.61.133.26 | 1 | 0.1% |
| 216.23.15.20 | 1 | 0.1% |
| 169.243.204.167 | 1 | 0.1% |
| 179.83.244.194 | 1 | 0.1% |
| 63.245.16.96 | 1 | 0.1% |
| 141.42.27.48 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2489 | |
| 2 | 1604 | |
| 3 | 864 | 6.5% |
| 4 | 834 | 6.3% |
| 5 | 785 | 5.9% |
| 9 | 745 | 5.6% |
| 8 | 742 | 5.6% |
| 6 | 728 | 5.5% |
| 0 | 702 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10194 | |
| Other Punctuation | 3000 | 22.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2489 | |
| 2 | 1604 | |
| 3 | 864 | 8.5% |
| 4 | 834 | 8.2% |
| 5 | 785 | 7.7% |
| 9 | 745 | 7.3% |
| 8 | 742 | 7.3% |
| 6 | 728 | 7.1% |
| 0 | 702 | 6.9% |
| 7 | 701 | 6.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13194 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2489 | |
| 2 | 1604 | |
| 3 | 864 | 6.5% |
| 4 | 834 | 6.3% |
| 5 | 785 | 5.9% |
| 9 | 745 | 5.6% |
| 8 | 742 | 5.6% |
| 6 | 728 | 5.5% |
| 0 | 702 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13194 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2489 | |
| 2 | 1604 | |
| 3 | 864 | 6.5% |
| 4 | 834 | 6.3% |
| 5 | 785 | 5.9% |
| 9 | 745 | 5.6% |
| 8 | 742 | 5.6% |
| 6 | 728 | 5.5% |
| 0 | 702 | 5.3% |
Destination IP
Text
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.8 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.276 |
| Min length | 9 |
Characters and Unicode
| Total characters | 13276 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 61.26.104.61 |
|---|---|
| 2nd row | 27.97.112.90 |
| 3rd row | 71.111.137.21 |
| 4th row | 10.79.132.72 |
| 5th row | 165.162.181.179 |
| Value | Count | Frequency (%) |
| 61.26.104.61 | 1 | 0.1% |
| 203.217.239.79 | 1 | 0.1% |
| 168.39.129.73 | 1 | 0.1% |
| 217.163.139.48 | 1 | 0.1% |
| 71.111.137.21 | 1 | 0.1% |
| 10.79.132.72 | 1 | 0.1% |
| 165.162.181.179 | 1 | 0.1% |
| 21.105.176.221 | 1 | 0.1% |
| 117.17.79.208 | 1 | 0.1% |
| 38.17.41.9 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2552 | |
| 2 | 1661 | |
| 3 | 855 | 6.4% |
| 4 | 815 | 6.1% |
| 5 | 810 | 6.1% |
| 7 | 754 | 5.7% |
| 9 | 713 | 5.4% |
| 8 | 711 | 5.4% |
| 0 | 707 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10276 | |
| Other Punctuation | 3000 | 22.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2552 | |
| 2 | 1661 | |
| 3 | 855 | 8.3% |
| 4 | 815 | 7.9% |
| 5 | 810 | 7.9% |
| 7 | 754 | 7.3% |
| 9 | 713 | 6.9% |
| 8 | 711 | 6.9% |
| 0 | 707 | 6.9% |
| 6 | 698 | 6.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13276 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2552 | |
| 2 | 1661 | |
| 3 | 855 | 6.4% |
| 4 | 815 | 6.1% |
| 5 | 810 | 6.1% |
| 7 | 754 | 5.7% |
| 9 | 713 | 5.4% |
| 8 | 711 | 5.4% |
| 0 | 707 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13276 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2552 | |
| 2 | 1661 | |
| 3 | 855 | 6.4% |
| 4 | 815 | 6.1% |
| 5 | 810 | 6.1% |
| 7 | 754 | 5.7% |
| 9 | 713 | 5.4% |
| 8 | 711 | 5.4% |
| 0 | 707 | 5.3% |
Attack Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 64.7 KiB |
| Phishing | |
|---|---|
| Ransomware | |
| Malware | |
| DDoS | |
| Insider Threat |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 9.168 |
| Min length | 4 |
Characters and Unicode
| Total characters | 9168 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Malware |
|---|---|
| 2nd row | Ransomware |
| 3rd row | DDoS |
| 4th row | Malware |
| 5th row | Ransomware |
Common Values
| Value | Count | Frequency (%) |
| Phishing | 179 | |
| Ransomware | 176 | |
| Malware | 172 | |
| DDoS | 170 | |
| Insider Threat | 153 | |
| SQL Injection | 150 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| phishing | 179 | |
| ransomware | 176 | |
| malware | 172 | |
| ddos | 170 | |
| insider | 153 | |
| threat | 153 | |
| sql | 150 | |
| injection | 150 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 849 | 9.3% |
| n | 808 | 8.8% |
| e | 804 | 8.8% |
| i | 661 | 7.2% |
| r | 654 | 7.1% |
| h | 511 | 5.6% |
| s | 508 | 5.5% |
| o | 496 | 5.4% |
| w | 348 | 3.8% |
| D | 340 | 3.7% |
| Other values (16) | 3189 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6922 | |
| Uppercase Letter | 1943 | 21.2% |
| Space Separator | 303 | 3.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 849 | |
| n | 808 | |
| e | 804 | |
| i | 661 | |
| r | 654 | |
| h | 511 | |
| s | 508 | |
| o | 496 | |
| w | 348 | 5.0% |
| t | 303 | 4.4% |
| Other values (6) | 980 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 340 | |
| S | 320 | |
| I | 303 | |
| P | 179 | |
| R | 176 | |
| M | 172 | |
| T | 153 | |
| Q | 150 | |
| L | 150 |
Space Separator
| Value | Count | Frequency (%) |
| 303 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8865 | |
| Common | 303 | 3.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 849 | 9.6% |
| n | 808 | 9.1% |
| e | 804 | 9.1% |
| i | 661 | 7.5% |
| r | 654 | 7.4% |
| h | 511 | 5.8% |
| s | 508 | 5.7% |
| o | 496 | 5.6% |
| w | 348 | 3.9% |
| D | 340 | 3.8% |
| Other values (15) | 2886 |
Common
| Value | Count | Frequency (%) |
| 303 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9168 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 849 | 9.3% |
| n | 808 | 8.8% |
| e | 804 | 8.8% |
| i | 661 | 7.2% |
| r | 654 | 7.1% |
| h | 511 | 5.6% |
| s | 508 | 5.5% |
| o | 496 | 5.4% |
| w | 348 | 3.8% |
| D | 340 | 3.7% |
| Other values (16) | 3189 |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
| Low | |
|---|---|
| Critical | |
| Medium | |
| High |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.261 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5261 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | Low |
| 5th row | Critical |
Common Values
| Value | Count | Frequency (%) |
| Low | 257 | |
| Critical | 256 | |
| Medium | 247 | |
| High | 240 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 257 | |
| critical | 256 | |
| medium | 247 | |
| high | 240 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 999 | |
| L | 257 | 4.9% |
| w | 257 | 4.9% |
| o | 257 | 4.9% |
| c | 256 | 4.9% |
| a | 256 | 4.9% |
| l | 256 | 4.9% |
| t | 256 | 4.9% |
| r | 256 | 4.9% |
| C | 256 | 4.9% |
| Other values (8) | 1955 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4261 | |
| Uppercase Letter | 1000 | 19.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 999 | |
| w | 257 | 6.0% |
| o | 257 | 6.0% |
| c | 256 | 6.0% |
| a | 256 | 6.0% |
| l | 256 | 6.0% |
| t | 256 | 6.0% |
| r | 256 | 6.0% |
| e | 247 | 5.8% |
| d | 247 | 5.8% |
| Other values (4) | 974 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 257 | |
| C | 256 | |
| M | 247 | |
| H | 240 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5261 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 999 | |
| L | 257 | 4.9% |
| w | 257 | 4.9% |
| o | 257 | 4.9% |
| c | 256 | 4.9% |
| a | 256 | 4.9% |
| l | 256 | 4.9% |
| t | 256 | 4.9% |
| r | 256 | 4.9% |
| C | 256 | 4.9% |
| Other values (8) | 1955 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5261 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 999 | |
| L | 257 | 4.9% |
| w | 257 | 4.9% |
| o | 257 | 4.9% |
| c | 256 | 4.9% |
| a | 256 | 4.9% |
| l | 256 | 4.9% |
| t | 256 | 4.9% |
| r | 256 | 4.9% |
| C | 256 | 4.9% |
| Other values (8) | 1955 |
Attempt Count
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.025 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.5107843 |
|---|---|
| Coefficient of variation (CV) | 0.54970417 |
| Kurtosis | -1.1811198 |
| Mean | 10.025 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0032340051 |
| Sum | 10025 |
| Variance | 30.368744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 19 | 63 | 6.3% |
| 16 | 62 | 6.2% |
| 10 | 60 | 6.0% |
| 8 | 58 | 5.8% |
| 6 | 57 | 5.7% |
| 9 | 56 | 5.6% |
| 2 | 56 | 5.6% |
| 12 | 56 | 5.6% |
| 11 | 55 | 5.5% |
| 1 | 55 | 5.5% |
| Other values (9) | 422 |
| Value | Count | Frequency (%) |
| 1 | 55 | |
| 2 | 56 | |
| 3 | 53 | |
| 4 | 47 | |
| 5 | 43 | |
| 6 | 57 | |
| 7 | 46 | |
| 8 | 58 | |
| 9 | 56 | |
| 10 | 60 |
| Value | Count | Frequency (%) |
| 19 | 63 | |
| 18 | 45 | |
| 17 | 54 | |
| 16 | 62 | |
| 15 | 40 | |
| 14 | 48 | |
| 13 | 46 | |
| 12 | 56 | |
| 11 | 55 | |
| 10 | 60 |
Data Volume (MB)
Real number (ℝ)
| Distinct | 628 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.045 |
| Minimum | 2 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 268.75 |
| median | 504.5 |
| Q3 | 728 |
| 95-th percentile | 954.1 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 459.25 |
Descriptive statistics
| Standard deviation | 282.69606 |
|---|---|
| Coefficient of variation (CV) | 0.56647408 |
| Kurtosis | -1.0870347 |
| Mean | 499.045 |
| Median Absolute Deviation (MAD) | 230.5 |
| Skewness | 0.011353094 |
| Sum | 499045 |
| Variance | 79917.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 611 | 6 | 0.6% |
| 556 | 6 | 0.6% |
| 328 | 6 | 0.6% |
| 805 | 5 | 0.5% |
| 34 | 5 | 0.5% |
| 537 | 5 | 0.5% |
| 28 | 4 | 0.4% |
| 287 | 4 | 0.4% |
| 57 | 4 | 0.4% |
| 534 | 4 | 0.4% |
| Other values (618) | 951 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 15 | 2 | |
| 16 | 3 | |
| 17 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | 0.1% |
| 998 | 1 | 0.1% |
| 997 | 4 | |
| 996 | 2 | |
| 994 | 2 | |
| 992 | 2 | |
| 990 | 2 | |
| 989 | 2 | |
| 988 | 2 | |
| 987 | 1 | 0.1% |
Source Latitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.056999 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 188 |
| Negative (%) | 18.8% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 30.730582 |
|---|---|
| Coefficient of variation (CV) | 1.0575966 |
| Kurtosis | 0.36640377 |
| Mean | 29.056999 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.4332521 |
| Sum | 29056.999 |
| Variance | 944.3687 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 53.4808 | 76 | 7.6% |
| 45.5017 | 75 | 7.5% |
| 35.0116 | 71 | 7.1% |
| 41.8781 | 70 | 7.0% |
| 49.2827 | 70 | 7.0% |
| 34.0522 | 68 | 6.8% |
| 35.6895 | 67 | 6.7% |
| 43.651 | 67 | 6.7% |
| -33.8688 | 65 | 6.5% |
| 40.7128 | 65 | 6.5% |
| Other values (5) | 306 |
| Value | Count | Frequency (%) |
| -37.8136 | 63 | |
| -33.8688 | 65 | |
| -27.4698 | 60 | |
| 34.0522 | 68 | |
| 34.6937 | 61 | |
| 35.0116 | 71 | |
| 35.6895 | 67 | |
| 40.7128 | 65 | |
| 41.8781 | 70 | |
| 43.651 | 67 |
| Value | Count | Frequency (%) |
| 55.9533 | 60 | |
| 53.4808 | 76 | |
| 51.5074 | 62 | |
| 49.2827 | 70 | |
| 45.5017 | 75 | |
| 43.651 | 67 | |
| 41.8781 | 70 | |
| 40.7128 | 65 | |
| 35.6895 | 67 | |
| 35.0116 | 71 |
Source Longitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.600353 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 613 |
| Negative (%) | 61.3% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 106.87011 |
|---|---|
| Coefficient of variation (CV) | 6.4378216 |
| Kurtosis | -1.6689795 |
| Mean | 16.600353 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.15702059 |
| Sum | 16600.353 |
| Variance | 11421.221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -2.2426 | 76 | 7.6% |
| -73.5673 | 75 | 7.5% |
| 135.7681 | 71 | 7.1% |
| -87.6298 | 70 | 7.0% |
| -123.1207 | 70 | 7.0% |
| -118.2437 | 68 | 6.8% |
| 139.6917 | 67 | 6.7% |
| -79.347 | 67 | 6.7% |
| 151.2093 | 65 | 6.5% |
| -74.006 | 65 | 6.5% |
| Other values (5) | 306 |
| Value | Count | Frequency (%) |
| -123.1207 | 70 | |
| -118.2437 | 68 | |
| -87.6298 | 70 | |
| -79.347 | 67 | |
| -74.006 | 65 | |
| -73.5673 | 75 | |
| -3.1883 | 60 | |
| -2.2426 | 76 | |
| -0.1278 | 62 | |
| 135.5023 | 61 |
| Value | Count | Frequency (%) |
| 153.0251 | 60 | |
| 151.2093 | 65 | |
| 144.9631 | 63 | |
| 139.6917 | 67 | |
| 135.7681 | 71 | |
| 135.5023 | 61 | |
| -0.1278 | 62 | |
| -2.2426 | 76 | |
| -3.1883 | 60 | |
| -73.5673 | 75 |
Destination Latitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.914647 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 191 |
| Negative (%) | 19.1% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.117798 |
|---|---|
| Coefficient of variation (CV) | 1.076195 |
| Kurtosis | 0.29773786 |
| Mean | 28.914647 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.4114203 |
| Sum | 28914.647 |
| Variance | 968.31737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -37.8136 | 75 | 7.5% |
| 49.2827 | 74 | 7.4% |
| 43.651 | 73 | 7.3% |
| 55.9533 | 72 | 7.2% |
| 53.4808 | 72 | 7.2% |
| 35.6895 | 70 | 7.0% |
| 41.8781 | 68 | 6.8% |
| 35.0116 | 67 | 6.7% |
| 45.5017 | 66 | 6.6% |
| 40.7128 | 66 | 6.6% |
| Other values (5) | 297 |
| Value | Count | Frequency (%) |
| -37.8136 | 75 | |
| -33.8688 | 58 | |
| -27.4698 | 58 | |
| 34.0522 | 64 | |
| 34.6937 | 59 | |
| 35.0116 | 67 | |
| 35.6895 | 70 | |
| 40.7128 | 66 | |
| 41.8781 | 68 | |
| 43.651 | 73 |
| Value | Count | Frequency (%) |
| 55.9533 | 72 | |
| 53.4808 | 72 | |
| 51.5074 | 58 | |
| 49.2827 | 74 | |
| 45.5017 | 66 | |
| 43.651 | 73 | |
| 41.8781 | 68 | |
| 40.7128 | 66 | |
| 35.6895 | 70 | |
| 35.0116 | 67 |
Destination Longitude
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.819384 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 613 |
| Negative (%) | 61.3% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 106.72976 |
|---|---|
| Coefficient of variation (CV) | 6.3456404 |
| Kurtosis | -1.6655442 |
| Mean | 16.819384 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.1517697 |
| Sum | 16819.384 |
| Variance | 11391.242 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 144.9631 | 75 | 7.5% |
| -123.1207 | 74 | 7.4% |
| -79.347 | 73 | 7.3% |
| -3.1883 | 72 | 7.2% |
| -2.2426 | 72 | 7.2% |
| 139.6917 | 70 | 7.0% |
| -87.6298 | 68 | 6.8% |
| 135.7681 | 67 | 6.7% |
| -73.5673 | 66 | 6.6% |
| -74.006 | 66 | 6.6% |
| Other values (5) | 297 |
| Value | Count | Frequency (%) |
| -123.1207 | 74 | |
| -118.2437 | 64 | |
| -87.6298 | 68 | |
| -79.347 | 73 | |
| -74.006 | 66 | |
| -73.5673 | 66 | |
| -3.1883 | 72 | |
| -2.2426 | 72 | |
| -0.1278 | 58 | |
| 135.5023 | 59 |
| Value | Count | Frequency (%) |
| 153.0251 | 58 | |
| 151.2093 | 58 | |
| 144.9631 | 75 | |
| 139.6917 | 70 | |
| 135.7681 | 67 | |
| 135.5023 | 59 | |
| -0.1278 | 58 | |
| -2.2426 | 72 | |
| -3.1883 | 72 | |
| -73.5673 | 66 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2024-01-12 00:00:00 | 3.74.124.55 | 61.26.104.61 | Malware | Low | 9 | 208 | -27.4698 | 153.0251 | 34.0522 | -118.2437 |
| 1 | 2024-01-12 01:00:00 | 113.188.61.223 | 27.97.112.90 | Ransomware | Medium | 1 | 420 | -27.4698 | 153.0251 | 35.6895 | 139.6917 |
| 2 | 2024-01-12 02:00:00 | 175.61.133.26 | 71.111.137.21 | DDoS | Medium | 1 | 69 | 55.9533 | -3.1883 | -37.8136 | 144.9631 |
| 3 | 2024-01-12 03:00:00 | 216.23.15.20 | 10.79.132.72 | Malware | Low | 5 | 391 | 35.6895 | 139.6917 | 45.5017 | -73.5673 |
| 4 | 2024-01-12 04:00:00 | 169.243.204.167 | 165.162.181.179 | Ransomware | Critical | 10 | 899 | 35.6895 | 139.6917 | 34.0522 | -118.2437 |
| 5 | 2024-01-12 05:00:00 | 179.83.244.194 | 21.105.176.221 | Malware | High | 2 | 605 | 43.6510 | -79.3470 | 55.9533 | -3.1883 |
| 6 | 2024-01-12 06:00:00 | 63.245.16.96 | 117.17.79.208 | Phishing | High | 4 | 78 | 34.0522 | -118.2437 | 49.2827 | -123.1207 |
| 7 | 2024-01-12 07:00:00 | 141.42.27.48 | 38.17.41.9 | Insider Threat | Medium | 11 | 393 | -27.4698 | 153.0251 | 45.5017 | -73.5673 |
| 8 | 2024-01-12 08:00:00 | 79.86.115.245 | 96.228.66.129 | DDoS | Low | 3 | 674 | 51.5074 | -0.1278 | 49.2827 | -123.1207 |
| 9 | 2024-01-12 09:00:00 | 213.45.252.123 | 24.154.145.32 | SQL Injection | Critical | 1 | 162 | 53.4808 | -2.2426 | 51.5074 | -0.1278 |
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 2024-02-22 06:00:00 | 125.118.204.86 | 16.249.141.224 | Phishing | Low | 2 | 956 | 55.9533 | -3.1883 | 45.5017 | -73.5673 |
| 991 | 2024-02-22 07:00:00 | 118.208.95.215 | 35.86.255.146 | SQL Injection | Critical | 6 | 667 | 49.2827 | -123.1207 | -33.8688 | 151.2093 |
| 992 | 2024-02-22 08:00:00 | 40.12.234.121 | 85.173.96.1 | Malware | Medium | 7 | 327 | 43.6510 | -79.3470 | 35.0116 | 135.7681 |
| 993 | 2024-02-22 09:00:00 | 200.204.189.166 | 177.48.196.24 | SQL Injection | Critical | 10 | 860 | -27.4698 | 153.0251 | 43.6510 | -79.3470 |
| 994 | 2024-02-22 10:00:00 | 153.68.42.4 | 151.230.127.99 | Phishing | Low | 15 | 414 | 43.6510 | -79.3470 | 35.0116 | 135.7681 |
| 995 | 2024-02-22 11:00:00 | 48.28.162.2 | 8.232.209.171 | DDoS | High | 1 | 396 | 35.6895 | 139.6917 | 40.7128 | -74.0060 |
| 996 | 2024-02-22 12:00:00 | 3.198.51.233 | 162.172.242.232 | DDoS | Medium | 19 | 28 | -27.4698 | 153.0251 | -37.8136 | 144.9631 |
| 997 | 2024-02-22 13:00:00 | 161.158.193.43 | 176.174.31.59 | SQL Injection | Low | 16 | 543 | -33.8688 | 151.2093 | 34.6937 | 135.5023 |
| 998 | 2024-02-22 14:00:00 | 136.179.223.58 | 3.222.197.43 | DDoS | High | 6 | 940 | -27.4698 | 153.0251 | 55.9533 | -3.1883 |
| 999 | 2024-02-22 15:00:00 | 183.35.26.209 | 12.188.131.254 | Phishing | Medium | 2 | 547 | 51.5074 | -0.1278 | 43.6510 | -79.3470 |